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Volume 42 Issue 4
Apr.  2016
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Journal of Beijing University of Aeronautics and Astronautics  > 2016  >  42(4): 844-850.
LIANG Yajun, XIAO Mingqing, SONG Haifang, et al. Diagnostic strategy building method based on MDP[J]. Journal of Beijing University of Aeronautics and Astronautics, 2016, 42(4): 844-850. doi: 10.13700/j.bh.1001-5965.2015.0277(in Chinese)
Citation: LIANG Yajun, XIAO Mingqing, SONG Haifang, et al. Diagnostic strategy building method based on MDP[J]. Journal of Beijing University of Aeronautics and Astronautics, 2016, 42(4): 844-850. doi: 10.13700/j.bh.1001-5965.2015.0277(in Chinese)
shu

Diagnostic strategy building method based on MDP

doi: 10.13700/j.bh.1001-5965.2015.0277
  • 1.

    Aeronautics and Astronautics Engineering College, Air Force Engineering University, Xi'an 710038, China

  • 2. Unit 95503, Chongqing 402360, China

  • Received Date: 05 May 2015
  • Rev Recd Date: 02 Sep 2015
  • Publish Date: 20 Apr 2016
    Abstract
  • Aiming at the problem that by the traditional method, it is difficult to get the global optimal diagnostic strategy of the complicated test system in fault detection for ignoring the uncertainty factors in the test execution and lacking of the long cycle optimization mechanism, a new diagnostic strategy building method based on Markov decision processes (MDP) is proposed. The process of fault detection and isolation is expressed as a Markov process; the unlimited discount model of the utility integrated criterion function is structured through the discount factor and objective weights; the global optimal diagnostic strategy is obtained with the policy iteration algorithm. The example shows that the test uncertainty factors are well considered, stable optimal strategy of overall situation can be achieved by this method, and the fast fault detection and isolation in the engineering practice can be guided effectively as well.

     

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    • References(15)
  • [1]
    IEEE SCC20. IEEE trial-use standard for testability and diagnos ability characteristics and metrics:IEEE Std 1522-2004[S].Piscataway,NJ:IEEE Standards Press,2004:1-7.
    [2]
    杨海马,于小强, 杨晖,等.漏泄电缆自动检测系统研究[J].电子测量与仪器学报,2014,28(7):795-797. YANG H M,YU X Q,YANG H,et al.Research on automatic detection system of leaky cable[J].Journal of Electronic Measurement and Instrumentation,2014,28(7):795-797(in Chinese).
    [3]
    PATTIPATI K R, ALEXANDRIDIS M.Application of heuristic search and information theory to sequential fault diagnosis[J].IEEE Transactions on System,Man,and Cybernetics,1990,20(4): 872-887.
    [4]
    SIMPSON W R, SHEPPARD J W.The multicriterion nature of diagnosis[C]//Proceedings of the IEEE Systems Readiness Technology Conference.Piscataway,NJ:IEEE Press,1993:389-395.
    [5]
    JOHNSON R A. An information theory approach to diagnosis[J].IRE Transactions on Reliability and Quality Control,1960,RQC-9(1):35.
    [6]
    黎琼炜. 系统级BIT测试性设计技术及其在组合导航系统中的应用研究[D].长沙:国防科技大学,2001:34-57. LI Q W.Research on system level BIT design for testability technique and its application in integrated navigation system[D].Changsha:National University of Defense Technology,2001:34-57(in Chinese).
    [7]
    景小宁,李全通, 陈云翔,等.基于信息熵的最少测试费用故障诊断策略[J].计算机应用,2005,25(2):417-419. JING X N,LI Q T,CHEN Y X,et al.Fault diagnosis strategy with least test cost based on information entropy[J].Journal of Computer Applications,2005,25(2):417-419(in Chinese).
    [8]
    TU F,PATTIPATI K R. Rollout strategy for sequential fault diagnosis[J].IEEE Transactions on Systems,Man and Cybernetics,2003,33(1):86-99.
    [9]
    黄以锋,景博,喻彪, 等.基于概率阈的冗余多故障诊断策略[J].空军工程大学学报(自然科学版),2014,15(5):1-5. HUANG Y F,JING B,YU B,et al.Multiple fault diagnosis strategy for redundant system based on probability threshold[J].Journal of Air Force Engineering University (Natural Science Edition),2014,15(5):1-5(in Chinese).
    [10]
    王红霞,叶晓慧, 田树新.基于广义AO*算法的测试序列问题研究[J].兵工学报,2010,31(2):204-209. WANG H X,YE X H,TIAN S X.Research on test sequencing problem based on generalized AO* algorithm[J].Acta Armamentarii,2010,31(2):204-209(in Chinese).
    [11]
    邱静,刘冠军,杨鹏,等. 装备测试性建模与设计技术[M].北京:科学出版社,2012:316-319. QIU J,LIU G J,YANG P,et al.Equipment testability modeling and design technology[M].Beijing:Science Press,2012:316-319(in Chinese).
    [12]
    黎洁,刘羽西, 李奇越.基于隐马尔可夫模型的认知无钱频谱切换方法[J].电子测量与仪器学报,2014,28(1):69-74. LI J,LIU Y X,LI Q Y.Spectrum handoff and method based on hidden Markov model in cognitive radio network[J].Journal of Electronic Measurement and Instrumentation,2014,28(1):69-74(in Chinese).
    [13]
    RUSSELL S, NORVING P.Artificial intelligence:A modern approach[M].Beijing:Tsinghua University Press,2011:645-658.
    [14]
    刘克. 实用马尔可夫决策过程[M].北京:清华大学出版社,2004:34-45. LIU K.The utility of Markov decision processes[M].Beijing:Tsinghua University Press,2004:34-45(in Chinese).
    [15]
    李行善,左毅,孙杰. 自动测试系统集成技术[M].北京:电子工业出版社,2004:66-70. LI X S,ZUO Y,SUN J.Automatic test system integration technology[M].Beijing:Publishing House of Electronics Industry,2004:66-70(in Chinese).
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